Polyp Segmentation on CVC-ClinicDB
95.3Dice CoefficientCRC-SAM
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CRC-SAM2026.04 | 95.3 | — | — | — | — | — | — | — | — | — | — | |
| ASPSBackbone=ViT-H2024.06 | 95.1 | — | — | — | — | — | 90.6 | — | — | — | — | |
| YOLO-SAM 22024.09 | 95.1 | 90.9 | — | — | — | — | — | — | — | — | — | |
| ASPSBackbone=ViT-B2024.06 | 95 | — | — | — | — | — | 90.5 | — | — | — | — | |
| ESFPNetScale=L2022.07 | 94.9 | 90.7 | — | — | — | — | — | — | — | — | — | |
| BA-Net2026.04 | 94.9 | — | — | — | — | — | — | — | — | — | — | |
| Polyp-PVT2024.09 | 94.8 | 90.5 | — | — | — | — | — | — | — | — | — | |
| SSFormerScale=L2022.07 | 94.5 | 89.9 | — | — | — | — | — | — | — | — | — | |
| LDNet2023.01 | 94.31 | 94.21 | — | 94.49 | 99.51 | 94.53 | 89.48 | 98.95 | 99.08 | — | — | |
| FAGF-Net2024.09 | 94.3 | 89.8 | — | — | — | — | — | — | — | — | — | |
| MSRF-Net2022.07 | 94.2 | 90.4 | — | — | — | — | — | — | — | — | — | |
| ASPSBackbone=Efficient-SAM2024.06 | 94.2 | — | — | — | — | — | 89.1 | — | — | — | — | |
| ACSNet2023.01 | 93.8 | 93.76 | — | 93.46 | 99.54 | 94.63 | 88.57 | 98.95 | 99.08 | — | — | |
| IC-PolypSeg2024.09 | 93.8 | 89 | — | — | — | — | — | — | — | — | — | |
| Polyp-PVTPublished Venue=AIR'232024.06 | 93.7 | — | — | — | — | — | 88.9 | — | — | — | — | |
| SANet2023.01 | 93.61 | 93.6 | — | 94.74 | 99.41 | 92.88 | 88.26 | 98.94 | 99.07 | — | — | |
| CaraNet2022.07 | 93.6 | 88.7 | — | — | — | — | — | — | — | — | — | |
| PraNet2023.01 | 93.49 | 93.5 | — | 95.22 | 99.34 | 92.25 | 88.08 | 98.92 | 99.05 | — | — | |
| CFANetPublished Venue=PR'232024.06 | 93.3 | — | — | — | — | — | 88.3 | — | — | — | — | |
| CFA-Net2024.09 | 93.3 | 88.3 | — | — | — | — | — | — | — | — | — | |
| CFA-Net2026.04 | 93.3 | — | — | — | — | — | — | — | — | — | — | |
| LDNetPublished Venue=MICCAI'222024.06 | 93.2 | — | — | — | — | — | 87.2 | — | — | — | — | |
| CCBANet2023.01 | 92.83 | 92.87 | — | 94.89 | 99.22 | 91.39 | 86.96 | 98.79 | 98.93 | — | — | |
| ESFPNet-Lvariant=Large2022.07 | 92.8 | 88.3 | — | — | — | — | — | — | — | — | — | |
| UACANet-Lchannels=256, backbone=Res2Net, resolution=352x3522021.07 | 92.6 | 88 | 0.006 | — | — | — | — | — | — | — | — | |
| Wavelet-Based Cross-Band Integration Framework2026.03 | 92.6 | 86.2 | — | — | — | — | — | — | — | — | — | |
| MMS-Net2026.04 | 92.3 | — | — | — | — | — | — | — | — | — | — | |
| PPNet2026.04 | 92.1 | — | — | — | — | — | — | — | — | — | — | |
| MSNet2024.09 | 91.8 | 86.9 | — | — | — | — | — | — | — | — | — | |
| UACANet-Schannels=32, backbone=Res2Net, resolution=352x3522021.07 | 91.6 | 87 | 0.008 | — | — | — | — | — | — | — | — | |
| BDG-Net2022.01 | 91.6 | 86.4 | — | — | — | — | — | — | — | — | — | |
| SANetPublished Venue=MICCAI'212024.06 | 91.6 | — | — | — | — | — | 85.9 | — | — | — | — | |
| UACANetPublished Venue=MM'212024.06 | 91.6 | — | — | — | — | — | 87 | — | — | — | — | |
| SANet2024.09 | 91.6 | 85.9 | — | — | — | — | — | — | — | — | — | |
| U-net++2022.07 | 91.5 | 86.5 | — | — | — | — | — | — | — | — | — | |
| MSNetPublished Venue=MICCAI'212024.06 | 91.5 | — | — | — | — | — | 86.6 | — | — | — | — | |
| Polyper2026.03 | 91.4 | 84.1 | — | — | — | — | — | — | — | — | — | |
| CRCNet2026.03 | 91 | 85.4 | — | — | — | — | — | — | — | — | — | |
| MSEG2024.09 | 90.9 | 86.4 | — | — | — | — | — | — | — | — | — | |
| MEGANet2026.03 | 90.9 | 80.1 | — | — | — | — | — | — | — | — | — | |
| SSFormer-Lvariant=Large2022.07 | 90.6 | 85.5 | — | — | — | — | — | — | — | — | — | |
| SSFormerPublished Venue=MICCAI'222024.06 | 90.6 | — | — | — | — | — | 85.5 | — | — | — | — | |
| SSFormer2024.09 | 90.6 | 85.5 | — | — | — | — | — | — | — | — | — | |
| ConvSegNet2026.03 | 90.2 | 81 | — | — | — | — | — | — | — | — | — | |
| SAMUSPublished Venue=ArXiv'232024.06 | 90 | — | — | — | — | — | 82.1 | — | — | — | — | |
| ResUNet2023.01 | 89.98 | 90.47 | — | 90.89 | 99.25 | 90.22 | 82.77 | 98.18 | 98.37 | — | — | |
| PraNet2021.07 | 89.9 | 84.9 | 0.009 | — | — | — | — | — | — | — | — | |
| PraNet2022.01 | 89.9 | 84.9 | — | — | — | — | — | — | — | — | — | |
| PraNetPublished Venue=MICCAI'192024.06 | 89.9 | — | — | — | — | — | 84.9 | — | — | — | — | |
| Yolo-SAM2024.09 | 89.5 | 81 | — | — | — | — | — | — | — | — | — | |
| Deeplabv3+2022.07 | 88.8 | 87.1 | — | — | — | — | — | — | — | — | — | |
| P2SAM2024.03 | 88.76 | — | — | — | — | — | — | — | — | — | — | |
| UNet++2023.01 | 87.99 | 89.3 | — | 87.78 | 99.21 | 90.02 | 80.69 | 97.92 | 98.12 | — | — | |
| DUCKNet2026.03 | 87.8 | 79.1 | — | — | — | — | — | — | — | — | — | |
| DCRNetPublished Venue=ISBI'222024.06 | 86.9 | — | — | — | — | — | 80 | — | — | — | — | |
| MedSAMPublished Venue=Nature'242024.06 | 86.7 | — | — | — | — | — | 80.3 | — | — | — | — | |
| direct-transfer2024.03 | 86.68 | — | — | — | — | — | — | — | — | — | — | |
| UNet2026.03 | 85.5 | 76.2 | — | — | — | — | — | — | — | — | — | |
| UNet2023.01 | 85.12 | 87.74 | — | 88.61 | 98.7 | 85.1 | 77.78 | 97.7 | 97.95 | — | — | |
| CaraNet2026.03 | 83.6 | 70.2 | — | — | — | — | — | — | — | — | — | |
| MedSAMhuman-given box prompt=false2024.03 | 83.14 | — | — | — | — | — | — | — | — | — | — | |
| SC-SAMLabeled ratio=10%, Specialist available=true2026.01 | 83.06 | 77.05 | — | — | — | — | — | — | — | — | — | |
| KnowSAMLabeled ratio=10%, Specialist available=true2026.01 | 82.54 | 75.26 | — | — | — | — | — | — | — | — | — | |
| U-Net2021.07 | 82.3 | 75.5 | 0.019 | — | — | — | — | — | — | — | — | |
| U-Net2022.01 | 82.3 | 75.5 | — | — | — | — | — | — | — | — | — | |
| Unet++2022.07 | 82.3 | 75 | — | — | — | — | — | — | — | — | — | |
| UNetPublished Venue=MICCAI'152024.06 | 82.3 | — | — | — | — | — | 75.5 | — | — | — | — | |
| UNet2024.09 | 82.3 | 75.5 | — | — | — | — | — | — | — | — | — | |
| SAMLabeled ratio=10%, Specialist available=false2026.01 | 79.64 | 72.46 | — | — | — | — | — | — | — | — | — | |
| ResUNet++2021.07 | 79.6 | 79.6 | — | — | — | — | — | — | — | — | — | |
| SC-SAMLabeled ratio=5%, Specialist available=true2026.01 | 79.54 | 73.21 | — | — | — | — | — | — | — | — | — | |
| U-Net++2021.07 | 79.4 | 72.9 | 0.022 | — | — | — | — | — | — | — | — | |
| U-Net++2022.01 | 79.4 | 72.9 | — | — | — | — | — | — | — | — | — | |
| UNet++2024.09 | 79.4 | 72.9 | — | — | — | — | — | — | — | — | — | |
| PraNet2026.03 | 79.3 | 64.8 | — | — | — | — | — | — | — | — | — | |
| KnowSAMLabeled ratio=5%, Specialist available=true2026.01 | 78.86 | 70.93 | — | — | — | — | — | — | — | — | — | |
| RPG-SAMsupport samples=1, feature_encoder=DINOv2 (ViT-L/14), mask_generator=SAM22026.03 | 77.76 | 70.18 | — | — | — | — | — | — | — | — | — | |
| SAM-AdapterPublished Venue=ICCV'232024.06 | 77.4 | — | — | — | — | — | 67.3 | — | — | — | — | |
| ProtoSAMsupport samples=12026.03 | 76.83 | 68.99 | — | — | — | — | — | — | — | — | — | |
| AutoSAMPublished Venue=ArXiv'232024.06 | 75.1 | — | — | — | — | — | 64.2 | — | — | — | — | |
| SAMPathPublished Venue=MICCAIW'232024.06 | 75 | — | — | — | — | — | 64.4 | — | — | — | — | |
| SAM-Path2024.09 | 75 | 64.4 | — | — | — | — | — | — | — | — | — | |
| SAMLabeled ratio=5%, Specialist available=false2026.01 | 74.27 | 65.93 | — | — | — | — | — | — | — | — | — | |
| Matchersupport samples=12026.03 | 70.2 | 63.39 | — | — | — | — | — | — | — | — | — | |
| SFA2021.07 | 70 | 60.7 | 0.042 | — | — | — | — | — | — | — | — | |
| SFA2022.01 | 70 | 60.7 | — | — | — | — | — | — | — | — | — | |
| SFA2022.07 | 70 | 60.7 | — | — | — | — | — | — | — | — | — | |
| OPSAMsupport samples=12026.03 | 65.6 | 58.75 | — | — | — | — | — | — | — | — | — | |
| SurgicalSAMPublished Venue=AAAI'242024.06 | 64.4 | — | — | — | — | — | 50.5 | — | — | — | — | |
| SurgicalSAM2024.09 | 64.4 | 50.5 | — | — | — | — | — | — | — | — | — | |
| CPC-SAMLabeled ratio=5%, Specialist available=false2026.01 | 61.05 | 54.73 | — | — | — | — | — | — | — | — | — | |
| MedSAMLabeled ratio=10%, Specialist available=false2026.01 | 59.33 | 49.79 | — | — | — | — | — | — | — | — | — | |
| SAM-LPublished Venue=ICCV'232024.06 | 57.9 | — | — | — | — | — | 52.6 | — | — | — | — | |
| CPC-SAMLabeled ratio=10%, Specialist available=false2026.01 | 57.8 | 51.92 | — | — | — | — | — | — | — | — | — | |
| SAM-HPublished Venue=ICCV'232024.06 | 54.7 | — | — | — | — | — | 50 | — | — | — | — | |
| MedSAMLabeled ratio=5%, Specialist available=false2026.01 | 49.97 | 41.39 | — | — | — | — | — | — | — | — | — | |
| SAM-Med2DLabeled ratio=10%, Specialist available=false2026.01 | 49.29 | 36.9 | — | — | — | — | — | — | — | — | — | |
| SAM-Med2DLabeled ratio=5%, Specialist available=false2026.01 | 41.73 | 31.22 | — | — | — | — | — | — | — | — | — | |
| SAMedPublished Venue=ArXiv'232024.06 | 40.4 | — | — | — | — | — | 27.3 | — | — | — | — | |
| SEGICsupport samples=12026.03 | 26.98 | 17.87 | — | — | — | — | — | — | — | — | — |